AI automation applications
Organize the workflow and standardize the process before adding AI automation
Automation depends on clear systems and standard processes. We first map the steps, data sources and responsibilities with you, then agree on input and output formats, decision rules, exception handling and human review points. Once that foundation is in place, we connect APIs or let AI operate Windows programs and websites without APIs, with multiple AI agents sharing data preparation, execution and checking. We make each step explicit and its results checkable before gradually expanding automation.
A good fit when
- Someone spends part of every day copy-pasting between Windows programs, Excel and web back offices
- A system you depend on has no API and can only be used through its screens (an old ERP, a vendor or government web portal)
- The process has several steps with look-ups and decisions in between, more than one script can handle
Not a fit when
- Processes that must be 100% accurate with no human review
- Sites whose terms forbid automated use, or systems that need a human verification at every login
What you get
- 01Windows desktop automation: drives your existing desktop software, Excel and shared folders without changing them
- 02Web automation: logs into back offices, fills in forms, downloads reports and moves data between sites
- 03Multi-agent workflows: gathering, deciding, acting and checking split across agents, with every step logged
- 04Monitored, re-runnable schedules and triggers: a timer, an incoming email or a form submission can start a run
- 05Failure alerts and human hand-off: it stops and notifies someone when a screen changes or a decision is uncertain
- 06Workflow documentation, standard operating procedures (SOPs) and handover: steps, data formats, decision rules, exception handling and human review points
Related articles
Write-ups on our founder's blog, covering how it was done and the problems along the way.
Related work
Systems we run ourselves or have published that are the same kind of thing as this service.

Harness / internal tools
v-terminal developer platform
Our own browser-based platform for building and operating software: terminals, Kubernetes, Helm GitOps deploys, CI, registry and an AI coding agent in one screen. This website was shipped from zero using it.
- Git push to self-hosted runner to Harbor to Helm sync, one pipeline
- AI console: send a task from your phone, the agent reads the spec, edits and tests
Next.js · Node.js · SQLite · Kubernetes client · Claude Agent SDK
See insideHarness
Content site · AI automation
Tech Tactician engineering blog
Over 253 technical articles on AI, .NET Core, back end and DevOps. Articles go through an automated pipeline: research, outline and SEO analysis, writing, and a quality review that sends drafts back for a rewrite when they fail. After saving, the cover image, podcast and video are produced in parallel, and the video is uploaded to YouTube.
- Over 253 articles with categories, tags, site search and RSS
- AI writing pipeline: research → outline and SEO analysis → writing → quality review, rewritten automatically if it fails
Next.js · MDX · Claude · Gemini · Veo · VoAI TTS
AI automation
Taiwan stock analysis and alerts
Every day it pulls market data, computes indicators, writes an AI forecast report and a podcast episode, then pushes it to subscribers over LINE. Nobody presses a button.
- Scheduled fetch, analysis, report and push, end to end
- AI-written daily reports and a generated audio podcast
Next.js · Python · LINE Messaging API · Vertex AI
See insideAI automation applications